Pith Number

pith:2WNRTXGE

pith:2024:2WNRTXGE43L4QISPWEWI54RL67

not attested not anchored not stored refs pending

GTDE: Grouped Training with Decentralized Execution for Multi-agent Actor-Critic

Mengxian Li, Qi Wang, Yongjun Xu

arxiv:2501.10367 v1 · 2024-12-12 · cs.MA · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2WNRTXGE43L4QISPWEWI54RL67}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T10:02:26.729142Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d59b19dcc4e6d7c8224fb12c8ef22bf7ea6cbb2b0331e849a792a00a91f9fcab

Aliases

arxiv: 2501.10367 · arxiv_version: 2501.10367v1 · doi: 10.48550/arxiv.2501.10367 · pith_short_12: 2WNRTXGE43L4 · pith_short_16: 2WNRTXGE43L4QISP · pith_short_8: 2WNRTXGE

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/2WNRTXGE43L4QISPWEWI54RL67 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: d59b19dcc4e6d7c8224fb12c8ef22bf7ea6cbb2b0331e849a792a00a91f9fcab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "74c700594f6f801614b3d491fd6911239170278c2d4ee03a8f5d814740591794",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2024-12-12T03:01:36Z",
    "title_canon_sha256": "d137568b9c687c078ec62436b4095fb405f2d8f2b25ea82ae84c54902486381a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.10367",
    "kind": "arxiv",
    "version": 1
  }
}